How to choose w and b

Course Q&A Machine Learning Specialization Supervised ML: Regression and Classification
1

while choosing w and b in slope formula y=wx+b how to choose w and b

2

They are learned by an optimizer algorithm during training.
That is the heart and soul of machine learning.

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3

Is this specialization consist of optimizer algorithm

4

Several optimizers are used in this specialization.